{"id":"W2767368277","doi":"10.1109/models.2017.25","title":"Heuristic-Based Recommendation for Metamodel — OCL Coevolution","year":2017,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Metamodeling; Coevolution; Computer science; Heuristic; Space (punctuation); Theoretical computer science; Artificial intelligence; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004293794,0.0000635602,0.00007259044,0.00006641433,0.0002834478,0.0002853063,0.0007477977,0.00003275344,0.00002172936],"category_scores_gemma":[0.001372112,0.00005924533,0.00003914213,0.00004511931,0.00001959425,0.0004161132,0.0001111045,0.00005498519,0.00003835932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005405377,"about_ca_system_score_gemma":0.0000574784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004179647,"about_ca_topic_score_gemma":0.000006044805,"domain_scores_codex":[0.999356,0.00001363948,0.0000940951,0.0002171629,0.0001300347,0.000189019],"domain_scores_gemma":[0.9987028,0.0004000887,0.0000452936,0.0006678135,0.0001286031,0.00005539071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007386828,0.0003562269,0.01863017,0.0002368471,0.0001004409,0.000006810305,0.0001642471,0.01204318,0.003116265,0.2883575,0.122556,0.5543584],"study_design_scores_gemma":[0.0003483493,0.00004344588,0.01149642,0.000004630385,0.000002237033,6.434777e-7,6.385882e-7,0.976005,0.002439612,0.001979582,0.007590569,0.0000889225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001328612,0.000006134551,0.9943795,0.002899418,0.0003429538,0.0001826371,0.000003516172,0.0002448123,0.0006123666],"genre_scores_gemma":[0.7139435,8.304088e-7,0.2854562,0.0000739902,0.00004007691,0.00004716155,0.000007456315,0.000006320971,0.0004244401],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9639618,"threshold_uncertainty_score":0.2751215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06288844914027365,"score_gpt":0.3391041632655983,"score_spread":0.2762157141253246,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}